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Colleges Universities

Graduate Research Aspirant

Open Web Presence
Strong · Search Engine Appearances ρ=0.291

AI recommendation signal analysis across 231 domains for the Graduate Research Aspirant persona in Colleges Universities.

Open web data in this report comes from Common Crawl HTML crawls.
231Domains Tracked
12.5MReddit Posts
270KWikipedia Articles
8.8MOpen Web Matches
Graduate Research Aspirant_persona.report
DomainScore
nsf.gov
99.0
researchgate.net
97.8
stanford.edu
96.6
sciencedirect.com
96.5
berkeley.edu
95.3
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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.
Use Case

Measure open-web share of voice

The widest lens in this report: billions of web pages checked for places where this segment's topics and brands appear together. Domains with high co-occurrence are the ones the open web already associates with this market, the same association LLMs absorb in training.

How It's Calculated

Where the numbers come from

We scan seven full web crawls (roughly monthly, December 2025 through June 2026, about two billion pages each) for pages that link to a tracked brand domain and also contain one of this segment's topic phrases. Hit counts are exact; the count of distinct publishing websites is a close estimate, so it is presented as approximate.

Overview

What's on this page

Segment-level totals, a top-domains-by-co-occurrence chart, and the full domain table.

Segment Totals

Open web presence at a glance

How much of the open web connects Graduate Research Aspirant's brands with its topics: pages that link to a tracked brand domain and also contain one of this segment's topic phrases. Hit counts are exact; the publishing-website count is a close estimate.

8.8M
Topic Co-occurrences
71.3M
Topic Phrase Matches
239
Brand Domains Seen
About 1.1M
Publishing Websites
Open Web Data

Top domains by open-web presence

The brand domains the open web most often links in the same places it discusses Graduate Research Aspirant's topics. Topic Co-occurrences requires the segment's own vocabulary on the page; Total Appearances counts the domain alongside any tracked phrase; Blended merges the two on a log scale (co-occurrence weighted higher, 0 to 100). The table follows the selected view.


DomainBlendedTopic Co-occurrencesTotal Appearances
nsf.gov99.0521,39217,344,859
researchgate.net97.8500,92211,297,239
stanford.edu96.6583,7994,945,796
sciencedirect.com96.5293,69617,678,399
berkeley.edu95.3565,5693,005,575
nature.com95.0279,37710,356,183
cdc.gov94.4169,59920,935,185
nih.gov94.3219,50412,394,698
whitehouse.gov92.1145,02910,479,476
mit.edu90.9306,8851,563,301
usnews.com90.3167,7533,779,300
mdpi.com90.3127,0156,382,321
arxiv.org89.8116,6126,044,384
theconversation.com89.4123,4814,659,704
nces.ed.gov88.5145,2372,342,133
psu.edu88.5142,8622,385,675
prnewswire.com88.561,99311,574,350
public-pages-files-2025.frontiersin.org88.099,7493,915,841
pmc.ncbi.nlm.nih.gov88.054,46112,424,805
harvard.edu87.8124,7582,332,104
webofscience.com87.6212,183782,049
cornell.edu87.6128,6321,965,315
ed.gov87.4120,4552,085,950
illinois.edu87.1141,0511,392,068
ox.ac.uk87.1110,9372,173,501
time.com86.763,9485,251,648
uw.edu86.5135,6801,129,101
insidehighered.com86.4122,1111,355,453
coursera.org86.160,5174,432,753
usc.edu85.9118,7921,153,036
chronicle.com85.7115,3781,095,922
yale.edu84.991,1581,255,328
uchicago.edu84.8116,147748,567
brookings.edu84.555,6962,699,122
weforum.org84.343,4453,979,849
ets.org84.190,081897,418
science.org83.761,2121,608,620
princeton.edu83.269,7661,026,147
academia.edu82.944,0232,105,867
gatech.edu82.880,173647,143
umich.edu82.862,7021,034,084
axios.com82.732,7913,427,891
ucla.edu82.572,471700,247
news.berkeley.edu82.481,054539,003
columbia.edu81.750,665995,363
timeshighereducation.com81.666,597570,446
northwestern.edu80.752,783596,786
higheredjobs.com80.650,711626,843
cam.ac.uk80.645,315760,125
topuniversities.com80.550,534586,188
phys.org79.828,9541,274,051
scimagojr.com79.736,937779,416
cmu.edu79.641,407601,139
daad.de79.355,925292,093
sciencemag.org79.334,611732,475
sc.edu78.736,544509,157
edx.org78.728,142834,623
nationalacademies.org78.531,232635,734
khanacademy.org78.421,4201,239,285
universityofcalifornia.edu78.236,849420,229
proquest.com78.028,680616,236
niche.com78.022,187984,291
imperial.ac.uk77.829,083544,346
etsu.edu77.335,042316,243
ssrn.com77.319,870928,114
uc.edu76.927,839408,707
qs.com75.819,597493,823
caltech.edu75.727,060258,835
acs.org75.722,874352,705
depts.ttu.edu75.527,948223,258
jhu.edu75.425,306257,358
washingtonmonthly.com75.315,041672,152
aaas.org75.224,885242,265
buffalo.edu75.022,789263,772
aeaweb.org75.015,301560,368
grad.wisc.edu74.934,517114,504
binghamton.edu74.723,004236,538
profiles.stanford.edu74.719,257321,010
nsfgrfp.org74.133,88386,119
city-journal.org73.611,568541,996
library.illinois.edu73.115,407254,258
aps.org72.718,380154,983
aaup.org72.417,517146,038
historians.org72.413,648238,321
scholarships.com72.013,746200,648
ocw.mit.edu71.810,904287,106
graduateschool.colostate.edu71.515,073134,330
gradschool.cornell.edu71.318,80779,988
gse.harvard.edu71.113,454143,207
nacacnet.org71.112,319170,175
aas.org70.914,544112,152
petersons.com70.813,008132,196
thecompleteuniversityguide.co.uk70.811,577166,370
openreview.net70.77,683350,297
grad.berkeley.edu70.516,67573,688
grad.illinois.edu70.416,12075,213
markets.businessinsider.com70.44,162987,522
ethz.ch70.310,541161,951
grad.uchicago.edu70.215,75371,817
prospects.ac.uk70.29,400188,996
gradschool.unh.edu70.112,254109,668
insider.com70.14,632714,999
grad.ucsd.edu69.712,56289,854
elpais.com69.55,294431,502
career.ucsf.edu68.89,573102,882
academicjobsonline.org68.712,01664,412
grad.uw.edu68.513,60346,436
cgsnet.org68.513,20149,501
aera.net68.510,25880,036
overleaf.com68.47,062154,248
shanghairanking.com68.19,89772,648
grad.ucla.edu67.711,40845,203
aau.edu67.58,96067,168
collegedunia.com67.25,471153,539
collegefactual.com67.17,24684,916
today.ucsd.edu67.15,942126,653
findaphd.com66.88,18660,222
hub.jhu.edu66.34,429157,282
openalex.org66.34,425157,794
mastersportal.com66.05,228100,316
gradschools.com65.77,36245,975
mitadmissions.org65.76,78853,406
cra.org65.66,57053,431
grad.msu.edu65.58,84529,648
students.dartmouth.edu65.36,06954,720
pathwaystoscience.org65.28,35428,806
theprofessorisin.com65.16,56844,398
about.proquest.com65.13,215172,491
library.uncw.edu64.95,60754,510
carnegiefoundation.org64.76,39138,473
pivot.proquest.com64.56,53234,662
asee.org64.35,06051,411
gsas.harvard.edu64.16,39429,937
gsas.yale.edu63.86,56625,839
edurank.org63.84,74547,714
offices.vassar.edu63.75,43734,938
apsanet.org63.75,18237,997
gradschool.utexas.edu63.66,56922,983
nrmp.org63.63,78367,781
nrc.gov63.42,186172,813
chroniclevitae.com63.25,14131,683
thebestschools.org63.03,55158,447
gradschool.duke.edu62.65,24523,769
ncsesdata.nsf.gov62.64,67629,114
academickeys.com62.55,29422,256
gradadmissions.stanford.edu62.35,08121,661
grad-schools.usnews.rankingsandreviews.com62.14,37227,321
openlearning.mit.edu61.93,14046,406
profellow.com61.75,02617,649
cornellsun.com61.32,68048,638
rackham.umich.edu60.84,06517,858
vpge.stanford.edu60.63,91017,937
casita.com60.62,44243,529
natureindex.com59.82,69825,831
nrc-cnrc.gc.ca59.71,77753,630
artofproblemsolving.com59.61,42279,755
csagroup.org59.51,173108,708
ratemyprofessors.com59.11,66747,423
gradschool.princeton.edu58.93,31211,827
phdportal.com58.91,51452,064
jobs.chronicle.com58.42,38317,810
scholarshipportal.com58.41,55041,457
studyportals.com58.41,34754,234
phdstipends.com58.32,50516,029
gsas.columbia.edu58.12,59113,397
findamasters.com58.11,93923,255
thegradcafe.com58.02,59712,746
research.utah.edu58.02,35715,875
collegexpress.com58.01,77226,987
versatilephd.com57.32,35011,694
graduatestudies.uoregon.edu57.22,21812,719
uiuc.edu57.21,77418,878
blogs.lawrence.edu57.21,61722,558
academicinfluence.com57.11,53824,001
sgs-faculty.rutgers.edu56.82,3099,573
grad.washington.edu56.62,5977,055
academicpositions.com56.52,03910,743
phds.org56.51,96711,746
mcnairscholars.com56.42,2608,563
research.uci.edu54.91,27313,755
bestcollegereviews.org54.61,11915,122
careernetwork.msu.edu54.21,3269,432
piazza.com54.187120,438
worldscholarshipforum.com53.593213,393
grad.school53.21,3456,065
brilliant.org53.052932,741
csrankings.org52.91,1347,430
graduateguide.com52.61,1306,447
gradadmissions.mit.edu51.91,1294,776
gradschoolshopper.com51.71,1454,254
gradschoolhub.com51.28945,669
studentsreview.com51.030738,684
edvoy.com50.76099,509
scimagoir.com50.57515,906
quantnet.com50.05488,617
academictree.org49.86425,921
projecteuler.net49.732420,589
phdstudent.com47.76492,410
scholarshipsandgrants.us47.54204,939
president.princeton.edu47.34414,218
principia.edu46.63365,216
fundsforindividuals.fundsforngos.org45.72954,599
research.utsa.edu45.63153,899
en.uhomes.com45.61959,573
phdstudies.com45.13912,052
guides.library.stonybrook.edu45.02813,744
career.engin.umich.edu44.73741,929
neoma-bs.fr44.52254,574
research.fas.harvard.edu42.32571,381
faculty.umn.edu42.32381,635
scientifyresearch.org41.31891,679
graduateprograms.com40.72091,061
grad.uiuc.edu39.9233623
academicgates.com39.61122,215
stat.arizona.edu38.8189576
campusgrotto.com38.3722,889
connections.villanova.edu37.1861,255
graduateshotline.com34.158748
gradschoolmatch.com33.994274
applyindex.com31.147309
gradschool.com27.333120
webofscience.zendesk.com26.916384
library.knox.edu21.86241
peterson.com18.44108
grad.mit.edu18.31119
gradapps.stanford.edu17.0542
gradcafe.com16.3531
universityranking.org13.2231
library.bogazici.edu.tr12.10162
carl.usc.edu11.4214
tier1research.com10.4080
universityratings.com10.0117
withflow.co10.0117
thescholarsplanet.com8.2031
chaifry.org7.4022
carnegiemellon.edu6.1012
professorwatchlist.com5.7010
phd.org3.804
acenet.org2.602